Coherent Change Detection for Multipass SAR

被引:38
|
作者
Monti-Guarnieri, Andrea Virgilio [1 ]
Brovelli, Maria Antonia [2 ]
Manzoni, Marco [1 ]
D'Alessandro, Mauro Mariotti [1 ]
Molinari, Monia Elisa [2 ]
Oxoli, Daniele [2 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, I-20133 Milan, Italy
[2] Politecn Milan, Dipartimento Civile Ambientale, I-20133 Milan, Italy
来源
关键词
Interferometry; multidimensional signal detection; synthetic aperture radar (SAR); APERTURE RADAR INTERFEROMETRY; PHASE CALIBRATION; SCATTERERS; STACKS; INTERFEROGRAMS; DEFORMATION; IMAGES; SERIES; MODEL;
D O I
10.1109/TGRS.2018.2843560
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper focuses on the detection, from a stack of repeated-pass interferometric synthetic aperture radar (SAR) images, of such changes causing a target to completely lose the correlation between one epoch and another. This can he the consequence of human activities, such as construction, destruction, and agricultural activities, and also be the consequence of hazards, such as earthquake, landslides, or flooding, to buildings or terrains. The millimetric sensitivity of SAR makes it valuable for detecting such changes. This paper approaches two coherent change detection methods: a space coherent, time incoherent one and a full space and time coherent one, both based on the generalized likelihood ratiob (LR) test. A preliminary validation of the method is provided by processing two Sentinel-1 data stacks of 2016 Central Italy earthquake and by comparing the results with the map of damaged buildings in Amatrice and Accumoli made by Copernicus Emergency Management Service.
引用
收藏
页码:6811 / 6822
页数:12
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